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<h1 title="Uses of Package org.apache.commons.math3.random" class="title">Uses of Package<br>org.apache.commons.math3.random</h1>
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<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing packages, and an explanation">
<caption><span>Packages that use <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Package</th>
<th class="colLast" scope="col">Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.analysis.interpolation">org.apache.commons.math3.analysis.interpolation</a></td>
<td class="colLast">
<div class="block">Univariate real functions interpolation algorithms.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.distribution">org.apache.commons.math3.distribution</a></td>
<td class="colLast">
<div class="block">Implementations of common discrete and continuous distributions.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.genetics">org.apache.commons.math3.genetics</a></td>
<td class="colLast">
<div class="block">This package provides Genetic Algorithms components and implementations.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.ml.clustering">org.apache.commons.math3.ml.clustering</a></td>
<td class="colLast">
<div class="block">Clustering algorithms.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.ml.neuralnet">org.apache.commons.math3.ml.neuralnet</a></td>
<td class="colLast">
<div class="block">Neural networks.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optim">org.apache.commons.math3.optim</a></td>
<td class="colLast">
<div class="block">
  Generally, optimizers are algorithms that will either
  <a href="../../../../../org/apache/commons/math3/optim/nonlinear/scalar/GoalType.html#MINIMIZE"><code>minimize</code></a> or
  <a href="../../../../../org/apache/commons/math3/optim/nonlinear/scalar/GoalType.html#MAXIMIZE"><code>maximize</code></a>
  a scalar function, called the
  <a href="../../../../../org/apache/commons/math3/optim/nonlinear/scalar/ObjectiveFunction.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar"><code><em>objective
  function</em></code></a>.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optim.nonlinear.scalar">org.apache.commons.math3.optim.nonlinear.scalar</a></td>
<td class="colLast">
<div class="block">Algorithms for optimizing a scalar function.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optim.nonlinear.scalar.noderiv">org.apache.commons.math3.optim.nonlinear.scalar.noderiv</a></td>
<td class="colLast">
<div class="block">This package provides optimization algorithms that do not require derivatives.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optim.nonlinear.vector">org.apache.commons.math3.optim.nonlinear.vector</a></td>
<td class="colLast">
<div class="block">Algorithms for optimizing a vector function.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optim.univariate">org.apache.commons.math3.optim.univariate</a></td>
<td class="colLast">
<div class="block">One-dimensional optimization algorithms.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optimization">org.apache.commons.math3.optimization</a></td>
<td class="colLast">
<div class="block">All classes and sub-packages of this package are deprecated.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.optimization.univariate">org.apache.commons.math3.optimization.univariate</a></td>
<td class="colLast">
<div class="block">Univariate real functions minimum finding algorithms.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.random">org.apache.commons.math3.random</a></td>
<td class="colLast">
<div class="block">Random number and random data generators.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.stat.inference">org.apache.commons.math3.stat.inference</a></td>
<td class="colLast">
<div class="block">Classes providing hypothesis testing.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.stat.ranking">org.apache.commons.math3.stat.ranking</a></td>
<td class="colLast">
<div class="block">Classes providing rank transformations.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.util">org.apache.commons.math3.util</a></td>
<td class="colLast">
<div class="block">Convenience routines and common data structures used throughout the commons-math library.</div>
</td>
</tr>
</tbody>
</table>
</li>
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<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing classes, and an explanation">
<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/analysis/interpolation/package-summary.html">org.apache.commons.math3.analysis.interpolation</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colOne" scope="col">Class and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/UnitSphereRandomVectorGenerator.html#org.apache.commons.math3.analysis.interpolation">UnitSphereRandomVectorGenerator</a>
<div class="block">Generate random vectors isotropically located on the surface of a sphere.</div>
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</tbody>
</table>
</li>
<li class="blockList"><a name="org.apache.commons.math3.distribution">
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<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing classes, and an explanation">
<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/distribution/package-summary.html">org.apache.commons.math3.distribution</a></span><span class="tabEnd">&nbsp;</span></caption>
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<th class="colOne" scope="col">Class and Description</th>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomDataImpl.html#org.apache.commons.math3.distribution">RandomDataImpl</a>
<div class="block"><strong>Deprecated.</strong>&nbsp;
<div class="block"><i>to be removed in 4.0.  Use <a href="../../../../../org/apache/commons/math3/random/RandomDataGenerator.html" title="class in org.apache.commons.math3.random"><code>RandomDataGenerator</code></a> instead</i></div>
</div>
</td>
</tr>
<tr class="rowColor">
<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.distribution">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.genetics">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.ml.clustering">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<li class="blockList"><a name="org.apache.commons.math3.ml.neuralnet">
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<th class="colOne" scope="col">Class and Description</th>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.ml.neuralnet">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<li class="blockList"><a name="org.apache.commons.math3.optim">
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<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/optim/package-summary.html">org.apache.commons.math3.optim</a></span><span class="tabEnd">&nbsp;</span></caption>
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<th class="colOne" scope="col">Class and Description</th>
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<tbody>
<tr class="altColor">
<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomVectorGenerator.html#org.apache.commons.math3.optim">RandomVectorGenerator</a>
<div class="block">This interface represents a random generator for whole vectors.</div>
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<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/optim/nonlinear/scalar/package-summary.html">org.apache.commons.math3.optim.nonlinear.scalar</a></span><span class="tabEnd">&nbsp;</span></caption>
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<th class="colOne" scope="col">Class and Description</th>
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<tbody>
<tr class="altColor">
<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomVectorGenerator.html#org.apache.commons.math3.optim.nonlinear.scalar">RandomVectorGenerator</a>
<div class="block">This interface represents a random generator for whole vectors.</div>
</td>
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<li class="blockList"><a name="org.apache.commons.math3.optim.nonlinear.scalar.noderiv">
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<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/package-summary.html">org.apache.commons.math3.optim.nonlinear.scalar.noderiv</a></span><span class="tabEnd">&nbsp;</span></caption>
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<th class="colOne" scope="col">Class and Description</th>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.optim.nonlinear.scalar.noderiv">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomVectorGenerator.html#org.apache.commons.math3.optim.nonlinear.vector">RandomVectorGenerator</a>
<div class="block">This interface represents a random generator for whole vectors.</div>
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<th class="colOne" scope="col">Class and Description</th>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.optim.univariate">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<li class="blockList"><a name="org.apache.commons.math3.optimization">
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<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/optimization/package-summary.html">org.apache.commons.math3.optimization</a></span><span class="tabEnd">&nbsp;</span></caption>
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<th class="colOne" scope="col">Class and Description</th>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomVectorGenerator.html#org.apache.commons.math3.optimization">RandomVectorGenerator</a>
<div class="block">This interface represents a random generator for whole vectors.</div>
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<th class="colOne" scope="col">Class and Description</th>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.optimization.univariate">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<caption><span>Classes in <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> used by <a href="../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a></span><span class="tabEnd">&nbsp;</span></caption>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/AbstractWell.html#org.apache.commons.math3.random">AbstractWell</a>
<div class="block">This abstract class implements the WELL class of pseudo-random number generator
 from Fran&ccedil;ois Panneton, Pierre L'Ecuyer and Makoto Matsumoto.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/BitsStreamGenerator.html#org.apache.commons.math3.random">BitsStreamGenerator</a>
<div class="block">Base class for random number generators that generates bits streams.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/EmpiricalDistribution.html#org.apache.commons.math3.random">EmpiricalDistribution</a>
<div class="block">Represents an <a href="http://http://en.wikipedia.org/wiki/Empirical_distribution_function">
 empirical probability distribution</a> -- a probability distribution derived
 from observed data without making any assumptions about the functional form
 of the population distribution that the data come from.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/NormalizedRandomGenerator.html#org.apache.commons.math3.random">NormalizedRandomGenerator</a>
<div class="block">This interface represent a normalized random generator for
 scalars.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomData.html#org.apache.commons.math3.random">RandomData</a>
<div class="block"><strong>Deprecated.</strong>&nbsp;
<div class="block"><i>to be removed in 4.0.  Use <a href="../../../../../org/apache/commons/math3/random/RandomDataGenerator.html" title="class in org.apache.commons.math3.random"><code>RandomDataGenerator</code></a> directly</i></div>
</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomDataGenerator.html#org.apache.commons.math3.random">RandomDataGenerator</a>
<div class="block">Implements the <a href="../../../../../org/apache/commons/math3/random/RandomData.html" title="interface in org.apache.commons.math3.random"><code>RandomData</code></a> interface using a <a href="../../../../../org/apache/commons/math3/random/RandomGenerator.html" title="interface in org.apache.commons.math3.random"><code>RandomGenerator</code></a>
 instance to generate non-secure data and a <a href="http://docs.oracle.com/javase/7/docs/api/java/security/SecureRandom.html?is-external=true" title="class or interface in java.security"><code>SecureRandom</code></a>
 instance to provide data for the <code>nextSecureXxx</code> methods.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomDataImpl.html#org.apache.commons.math3.random">RandomDataImpl</a>
<div class="block"><strong>Deprecated.</strong>&nbsp;
<div class="block"><i>to be removed in 4.0.  Use <a href="../../../../../org/apache/commons/math3/random/RandomDataGenerator.html" title="class in org.apache.commons.math3.random"><code>RandomDataGenerator</code></a> instead</i></div>
</div>
</td>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomGenerator.html#org.apache.commons.math3.random">RandomGenerator</a>
<div class="block">Interface extracted from <code>java.util.Random</code>.</div>
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<td class="colOne"><a href="../../../../../org/apache/commons/math3/random/class-use/RandomVectorGenerator.html#org.apache.commons.math3.random">RandomVectorGenerator</a>
<div class="block">This interface represents a random generator for whole vectors.</div>
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